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B
BaseExporter (class in src.exporters.base)
BasePreProcessor (class in src.preprocess.base)
C
CHIRPSExporter (class in src.exporters.chirps)
CHIRPSPreprocessor (class in src.preprocess.chirps)
chop_roi() (src.preprocess.base.BasePreProcessor static method)
D
DataLoader (class in src.models.data)
E
EARecurrentNetwork (class in src.models.neural_networks.ealstm)
Engineer (class in src.engineer)
engineer() (src.engineer.Engineer method)
ERA5Exporter (class in src.exporters.cds)
ERA5MonthlyMeanPreprocessor (class in src.preprocess.era5)
evaluate() (src.models.base.ModelBase method)
explain() (src.models.base.ModelBase method)
(src.models.neural_networks.base.NNBase method)
(src.models.regression.LinearRegression method)
export() (src.exporters.cds.ERA5Exporter method)
(src.exporters.chirps.CHIRPSExporter method)
(src.exporters.gleam.GLEAMExporter method)
(src.exporters.srtm.SRTMExporter method)
G
get_dataloader() (src.models.base.ModelBase method)
get_granularities() (src.exporters.gleam.GLEAMExporter method)
GLEAMExporter (class in src.exporters.gleam)
GLEAMPreprocessor (class in src.preprocess.gleam)
L
LinearNetwork (class in src.models.neural_networks.linear_network)
LinearRegression (class in src.models.regression)
load_model() (in module src.models)
load_reference_grid() (src.preprocess.base.BasePreProcessor static method)
M
merge_files() (src.preprocess.base.BasePreProcessor method)
ModelBase (class in src.models.base)
N
NNBase (class in src.models.neural_networks.base)
P
Persistence (class in src.models.parsimonious)
preprocess() (src.preprocess.chirps.CHIRPSPreprocessor method)
(src.preprocess.era5.ERA5MonthlyMeanPreprocessor method)
(src.preprocess.gleam.GLEAMPreprocessor method)
(src.preprocess.srtm.SRTMPreprocessor method)
R
RecurrentNetwork (class in src.models.neural_networks.rnn)
regrid() (src.preprocess.base.BasePreProcessor method)
S
save_model() (src.models.regression.LinearRegression method)
src.engineer (module)
SRTMExporter (class in src.exporters.srtm)
SRTMPreprocessor (class in src.preprocess.srtm)
T
train() (src.models.neural_networks.base.NNBase method)
(src.models.parsimonious.Persistence method)
(src.models.regression.LinearRegression method)
ml_clim
Getting started:
Installation
Developing
Pipeline:
The data directory
Exporters
Preprocessor
Datasets
Climate Data Store
ERA5 / ERA5 Land monthly averaged data
CHIRPS Rainfall Estimates
SRTM Digital Elevation Data
Global Land Evaporation Amsterdam Model
Engineer
Dataloader
Models
Loading models
Persistence
Linear Regression
Neural Networks
LSTM
EA-LSTM
Linear Network
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